Services
AI Software Development and Automation in South Africa
Practical AI features, from document processing to assistants, built into the systems your team already uses.
AI software development is the design and engineering of applications that use machine learning or large language models (LLMs) to classify, extract, summarise, predict or generate information. The value usually comes from connecting AI to your own data and workflows, not from the model on its own.
Mohteknologies builds practical AI features: extracting data from invoices and forms, internal assistants that answer questions from your documents, automated email and ticket triage, and AI-assisted reporting. We integrate models such as OpenAI's into new or existing software, with guardrails, human review where needed and clear cost controls.
Problems we solve
- Staff spending hours reading, sorting and re-typing documents, emails or forms
- Knowledge locked in policies, manuals and past tickets that is hard to search
- Customer queries that are repetitive but still need accurate, on-brand answers
- AI experiments that worked in a demo but never made it into a reliable production system
Who it's for
- Businesses with high volumes of documents, emails or support requests
- Teams that want an internal assistant grounded in company knowledge
- Software products adding AI features for their users
- Leadership teams looking for a realistic AI roadmap rather than hype
Why work with us on ai software development
Grounded in your data
Retrieval-augmented generation (RAG) lets the model answer from your documents, with sources shown to users.
Human in the loop
Where accuracy matters, AI drafts or suggests and a person approves.
Measured, not guessed
We test against real examples and track accuracy before and after launch.
Cost-aware
Model choice, caching and usage limits keep running costs predictable.
How we deliver
Every engagement follows our development process, adapted to the work involved.
- 01
Use-case assessment
We identify where AI can save time or improve quality, and where simpler automation would do the job better.
- 02
Proof of concept
A small prototype tested against real examples from your business, with accuracy measured.
- 03
Production engineering
Integration with your systems, permissions, logging, fallbacks and an admin interface.
- 04
Evaluation and monitoring
Ongoing checks on quality, cost and usage, with improvements based on real feedback.
- 05
Launch and support
We deploy to production, set up monitoring and hand over documentation. After launch we stay on for bug fixes, improvements and new features under a support arrangement that suits you.
Technologies
- OpenAI API
- Python
- TypeScript
- Node.js
- TensorFlow
- Vector databases (e.g. pgvector)
- PostgreSQL
- AWS
Integrations
- Email inboxes and helpdesk tools
- Document stores such as SharePoint and Google Drive
- CRM and ERP systems
- WhatsApp and web chat
- Existing internal applications via API
Security considerations
- Clear decisions on what data may be sent to third-party AI providers, and anonymisation where required
- Access controls so an assistant can only retrieve documents the user is allowed to see
- POPIA considerations reviewed for any personal information processed by AI
- Protection against prompt injection and logging of AI actions for review
Performance and reliability
- Streaming responses so users see answers quickly
- Caching and smaller models for routine tasks to reduce latency and cost
- Background processing for large document batches
AI Software Development: frequently asked questions
What is AI software development?
It is building software that uses machine learning or large language models to perform tasks such as extracting data, answering questions, classifying requests or generating drafts, integrated into real business workflows.
Can AI automate business processes?
Many processes can be partly automated, especially reading documents, sorting requests and drafting responses. For high-stakes decisions we design AI to assist people rather than act alone.
Can you integrate OpenAI into existing software?
Yes. We can add OpenAI or other model providers to existing applications through their APIs, with the security and cost controls a production system needs.
How much does AI development cost?
There are two parts: the build cost, which depends on integrations and how much evaluation is required, and the running cost of model usage, which depends on volume. We estimate both during the proof-of-concept phase.
Is our data used to train the AI model?
We configure providers and contracts so business data is not used for model training where the provider allows this, and we document exactly what data leaves your systems.
Let's talk about what you're building
Whether you have a detailed spec or a rough idea, we'd like to hear about it. Book a free 30-minute discovery call and get an honest view of the right approach.
Contact our software development team